{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['figure.figsize'] = 10,7\n",
    "\n",
    "import sys\n",
    "sys.path.append('../src')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 2: Financial Data Structures\n",
    "___\n",
    "## Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.1** On a series of E-mini S&P 500 futures tick data:\n",
    "- **(a)** Form tick, volume, and dollar bars. Use the ETF trick to deal with the roll.\n",
    "- **(b)** Count the number of bars produced by tick, volume, and dollar bars on a\n",
    "weekly basis. Plot a time series of that bar count. What bar type produces\n",
    "the most stable weekly count? Why?\n",
    "- **(c)** Compute the serial correlation of returns for the three bar types. What bar\n",
    "method has the lowest serial correlation?\n",
    "- **(d)** Partition the bar series into monthly subsets. Compute the variance of returns\n",
    "for every subset of every bar type. Compute the variance of those variances.\n",
    "What method exhibits the smallest variance of variances?\n",
    "- **(e)** Apply the Jarque-Bera normality test on returns from the three bar types. What method achieves the lowest test statistic?\n",
    "\n",
    "**2.2** On a series of E-mini S&P 500 futures tick data, compute dollar bars\n",
    "and dollar imbalance bars. What bar type exhibits greater serial correlation?\n",
    "Why?\n",
    "\n",
    "**2.3** On dollar bar series of E-mini S&P 500 futures and Eurostoxx 50 futures:\n",
    "- **(a)** Apply Section 2.4.2 to compute the {$\\hat{\\omega}_t$} vector used by the ETF trick. (Hint: You will need FX values for EUR/USD at the roll dates.)\n",
    "- **(b)** Derive the time series of the S&P 500/Eurostoxx 50 spread.\n",
    "- **(c)** Confirm that the series is stationary, with an ADF test.\n",
    "\n",
    "**2.4** Form E-mini S&P 500 futures dollar bars:\n",
    "- **(a)** Compute Bollinger bands of width 5% around a rolling moving average. Count how many times prices cross the bands out (from within the bands to outside the bands).\n",
    "- **(b)** Now sample those bars using a CUSUM filter, where {$y_t$} are returns and h = 0.05. How many samples do you get?\n",
    "- **(c)** Compute the rolling standard deviation of the two-sampled series. Which one is least heteroscedastic? What is the reason for these results?\n",
    "\n",
    "**2.5** Using the bars from exercise 4:\n",
    "- **(a)** Sample bars using the CUSUM filter, where {$y_t$} are absolute returns and h = 0.05.\n",
    "- **(b)** Compute the rolling standard deviation of the sampled bars.\n",
    "- **(c)** Compare this result with the results from exercise 4. What procedure delivered the least heteroscedastic sample? Why?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Data\n",
    "___"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_data_path = '../data/processed/clean_IVE_tickbidask.parq'\n",
    "#clean_data_path = '../data/processed/clean_WDC_tickbidask.parq'\n",
    "df = pd.read_parquet(clean_data_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>bid</th>\n",
       "      <th>ask</th>\n",
       "      <th>vol</th>\n",
       "      <th>dollar_vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009-09-28 09:30:00</th>\n",
       "      <td>50.79</td>\n",
       "      <td>50.70</td>\n",
       "      <td>50.79</td>\n",
       "      <td>100</td>\n",
       "      <td>5079.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-09-28 09:30:00</th>\n",
       "      <td>50.71</td>\n",
       "      <td>50.70</td>\n",
       "      <td>50.79</td>\n",
       "      <td>638</td>\n",
       "      <td>32352.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-09-28 09:31:32</th>\n",
       "      <td>50.75</td>\n",
       "      <td>50.75</td>\n",
       "      <td>50.76</td>\n",
       "      <td>100</td>\n",
       "      <td>5075.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-09-28 09:31:33</th>\n",
       "      <td>50.75</td>\n",
       "      <td>50.72</td>\n",
       "      <td>50.75</td>\n",
       "      <td>100</td>\n",
       "      <td>5075.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-09-28 09:31:50</th>\n",
       "      <td>50.75</td>\n",
       "      <td>50.73</td>\n",
       "      <td>50.76</td>\n",
       "      <td>300</td>\n",
       "      <td>15225.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     price    bid    ask  vol  dollar_vol\n",
       "date                                                     \n",
       "2009-09-28 09:30:00  50.79  50.70  50.79  100     5079.00\n",
       "2009-09-28 09:30:00  50.71  50.70  50.79  638    32352.98\n",
       "2009-09-28 09:31:32  50.75  50.75  50.76  100     5075.00\n",
       "2009-09-28 09:31:33  50.75  50.72  50.75  100     5075.00\n",
       "2009-09-28 09:31:50  50.75  50.73  50.76  300    15225.00"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the montly candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from visualization.candle import plot_candlestick_ohlc\n",
    "\n",
    "df_ohlc = df.price.resample('1M').ohlc() \n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plot_candlestick_ohlc(df_ohlc, ax, width=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solutions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.1** On a series of E-mini S&P 500 futures tick data:\n",
    "\n",
    "**(a)** Form tick, volume, and dollar bars. Use the ETF trick to deal with the roll."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from features.bars import tick_bar\n",
    "from features.bars import volume_bar\n",
    "from features.bars import dollar_bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "minute_df = df.price.resample('min').ohlc().dropna()\n",
    "\n",
    "m = 10\n",
    "tick_df = tick_bar(df, m)\n",
    "\n",
    "m = 1_000\n",
    "vol_df = volume_bar(df, m)\n",
    "\n",
    "m = 100_000\n",
    "dollar_df = dollar_bar(df, m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1462548, 5) (546418, 4) (146255, 5) (420315, 6) (366036, 6) 2009-09-28 09:30:00, 2018-11-21 15:59:55\n"
     ]
    }
   ],
   "source": [
    "print(f\"{df.shape} {minute_df.shape} {tick_df.shape} {vol_df.shape} {dollar_df.shape} {tick_df.index[0]}, {tick_df.index[-1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12e4cecc0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s_date='2018-06-08 8:00:00'\n",
    "e_date='2018-06-08 17:00:00'\n",
    "plt.figure(figsize=(20,10))\n",
    "df.loc[s_date:e_date].price.plot(marker='o',\n",
    "                                 ms=3,\n",
    "                                 color='b',\n",
    "                                 alpha=0.2,\n",
    "                                 label='tick')\n",
    "\n",
    "minute_df.open.loc[s_date:e_date].plot(marker='x',\n",
    "                                       ms=3,\n",
    "                                       ls='',\n",
    "                                       color='k',\n",
    "                                       label='tick')\n",
    "tick_df.loc[s_date:e_date].price.plot(marker='*',\n",
    "                                      ls='',\n",
    "                                      label='tick bar')\n",
    "vol_df.loc[s_date:e_date].price.plot(marker='x',\n",
    "                                     ls='',\n",
    "                                     label='vol bar')\n",
    "dollar_df.loc[s_date:e_date].price.plot(marker='^',\n",
    "                                        ls='',\n",
    "                                        color='y',\n",
    "                                        label='dollar bar')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **(b)** Count the number of bars produced by tick, volume, and dollar bars on a weekly basis. Plot a time series of that bar count. What bar type produces the most stable weekly count? Why?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "weekly_tick_count = tick_df.price.resample('1W').count()\n",
    "weekly_vol_count = vol_df.price.resample('1W').count()\n",
    "weekly_dollar_count = dollar_df.price.resample('1W').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count_mean</th>\n",
       "      <th>count_std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>305.973</td>\n",
       "      <td>154.337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vol</th>\n",
       "      <td>879.32</td>\n",
       "      <td>428.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dollar</th>\n",
       "      <td>765.766</td>\n",
       "      <td>456.599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count_mean count_std\n",
       "tick      305.973   154.337\n",
       "vol        879.32    428.97\n",
       "dollar    765.766   456.599"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_df = pd.DataFrame(columns=['count_mean','count_std'], index=['tick', 'vol', 'dollar'])\n",
    "count_df.loc['tick'] = [weekly_tick_count.mean(), weekly_tick_count.std()]\n",
    "count_df.loc['vol'] = [weekly_vol_count.mean(), weekly_vol_count.std()]\n",
    "count_df.loc['dollar'] = [weekly_dollar_count.mean(), weekly_dollar_count.std()]\n",
    "count_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x145fa2d68>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "weekly_tick_count.plot(ax=ax)\n",
    "weekly_vol_count.plot(ax=ax)\n",
    "weekly_dollar_count.plot(ax=ax)\n",
    "ax.legend([\"tick\", \"vol\", 'dollar'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scale(s):\n",
    "    return (s-s.min())/(s.max()-s.min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12ed696a0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "scale(weekly_tick_count).plot(ax=ax)\n",
    "scale(weekly_vol_count).plot(ax=ax)\n",
    "scale(weekly_dollar_count).plot(ax=ax)\n",
    "ax.legend([\"tick\", \"vol\", 'dollar'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(c)** Compute the serial correlation of returns for the three bar types. What bar method has the lowest serial correlation?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# log returns\n",
    "tick_returns = np.log(tick_df.price).diff().dropna()\n",
    "vol_returns = np.log(vol_df.price).diff().dropna()\n",
    "dollar_returns = np.log(dollar_df.price).diff().dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>returns_autocorr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>0.122195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vol</th>\n",
       "      <td>-0.172195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dollar</th>\n",
       "      <td>0.089165</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        returns_autocorr\n",
       "tick            0.122195\n",
       "vol            -0.172195\n",
       "dollar          0.089165"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns_corr_df = pd.DataFrame(data={'returns_autocorr':[tick_returns.autocorr(),  \n",
    "                                                         vol_returns.autocorr(), \n",
    "                                                         dollar_returns.autocorr()]\n",
    "                                    },\n",
    "                               index=['tick', 'vol', 'dollar'])\n",
    "returns_corr_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.arange(-0.6,0.6,0.01)\n",
    "fig, ax = plt.subplots(3,1)\n",
    "ax[0].hist(tick_returns, bins=bins)\n",
    "ax[0].set_title('tick')\n",
    "ax[1].hist(vol_returns, bins=bins)\n",
    "ax[1].set_title('vol')\n",
    "ax[2].hist(dollar_returns, bins=bins)\n",
    "ax[2].set_title('dollar')\n",
    "[a.set_yscale('log') for a in ax]\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "fig, ax = plt.subplots(3,1)\n",
    "sm.graphics.tsa.plot_acf(tick_returns, lags=20, ax=ax[0], title='tick')\n",
    "sm.graphics.tsa.plot_acf(vol_returns, lags=20, ax=ax[1], title='vol')\n",
    "sm.graphics.tsa.plot_acf(dollar_returns, lags=20, ax=ax[2], title='dollar')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(d)** Partition the bar series into monthly subsets. Compute the variance of returns for every subset of every bar type. Compute the variance of those variances. What method exhibits the smallest variance of variances?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#monthly_ticks_returns_var = tick_returns.resample('M').var()\n",
    "monthly_tick_returns_var = tick_returns.resample('M').var()\n",
    "monthly_vol_returns_var = vol_returns.resample('M').var()\n",
    "monthly_dollar_retuns_var = dollar_returns.resample('M').var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>monthly_returns_var</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>7.402554e-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vol</th>\n",
       "      <td>8.509820e-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dollar</th>\n",
       "      <td>6.566772e-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        monthly_returns_var\n",
       "tick           7.402554e-11\n",
       "vol            8.509820e-11\n",
       "dollar         6.566772e-11"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly_ret_var_df = pd.DataFrame(data={'monthly_returns_var' : [monthly_tick_returns_var.var(),  \n",
    "                                                                 monthly_vol_returns_var.var(),\n",
    "                                                                 monthly_dollar_retuns_var.var()]\n",
    "                                       },\n",
    "                                  index=['tick', 'vol', 'dollar'])\n",
    "monthly_ret_var_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(e)** Apply the Jarque-Bera normality test on returns from the three bar types. What method achieves the lowest test statistic?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import jarque_bera"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "jb_value_tick, _ = jarque_bera(tick_returns)\n",
    "jb_value_vol, _ = jarque_bera(vol_returns)\n",
    "jb_value_dollar, _ = jarque_bera(dollar_returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jarque_bera_results</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>9.910805e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vol</th>\n",
       "      <td>3.012536e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dollar</th>\n",
       "      <td>5.834302e+12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jarque_bera_results\n",
       "tick           9.910805e+10\n",
       "vol            3.012536e+13\n",
       "dollar         5.834302e+12"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jb_test_df = pd.DataFrame(data={'jarque_bera_results' : [jb_value_tick,  \n",
    "                                                         jb_value_vol,\n",
    "                                                         jb_value_dollar]\n",
    "                               },\n",
    "                          index=['tick', 'vol', 'dollar'])\n",
    "jb_test_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All the comparations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count_mean</th>\n",
       "      <th>count_std</th>\n",
       "      <th>returns_autocorr</th>\n",
       "      <th>monthly_returns_var</th>\n",
       "      <th>jarque_bera_results</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tick</th>\n",
       "      <td>305.973</td>\n",
       "      <td>154.337</td>\n",
       "      <td>0.122195</td>\n",
       "      <td>7.402554e-11</td>\n",
       "      <td>9.910805e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vol</th>\n",
       "      <td>879.32</td>\n",
       "      <td>428.97</td>\n",
       "      <td>-0.172195</td>\n",
       "      <td>8.509820e-11</td>\n",
       "      <td>3.012536e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dollar</th>\n",
       "      <td>765.766</td>\n",
       "      <td>456.599</td>\n",
       "      <td>0.089165</td>\n",
       "      <td>6.566772e-11</td>\n",
       "      <td>5.834302e+12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count_mean count_std  returns_autocorr  monthly_returns_var  \\\n",
       "tick      305.973   154.337          0.122195         7.402554e-11   \n",
       "vol        879.32    428.97         -0.172195         8.509820e-11   \n",
       "dollar    765.766   456.599          0.089165         6.566772e-11   \n",
       "\n",
       "        jarque_bera_results  \n",
       "tick           9.910805e+10  \n",
       "vol            3.012536e+13  \n",
       "dollar         5.834302e+12  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([count_df, returns_corr_df, monthly_ret_var_df, jb_test_df],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12898e470>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tick_standard = (tick_returns - tick_returns.mean()) / tick_returns.std()\n",
    "volume_standard = (vol_returns - vol_returns.mean()) / vol_returns.std()\n",
    "dollar_standard = (dollar_returns - dollar_returns.mean()) / dollar_returns.std()\n",
    "\n",
    "fig, ax = plt.subplots(1,1)\n",
    "tick_standard.plot.density(ax=ax,\n",
    "                           xlim=(-5,5))\n",
    "volume_standard.plot.density(ax=ax,\n",
    "                             xlim=(-5,5))\n",
    "dollar_standard.plot.density(ax=ax,\n",
    "                             xlim=(-5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/fernando/python_venv/python36_ml/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-5, 5)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "#sns.kdeplot(time_standard, label=\"Time\", bw=0.30, color='darkred')\n",
    "sns.kdeplot(tick_standard, \n",
    "            ax=ax,\n",
    "            label=\"Tick\", \n",
    "            bw=0.25,\n",
    "            color='darkblue')\n",
    "sns.kdeplot(volume_standard,\n",
    "            ax=ax,\n",
    "            label=\"Volume\",\n",
    "            bw=0.25,\n",
    "            color='green')\n",
    "sns.kdeplot(dollar_standard,\n",
    "            ax=ax,\n",
    "            label=\"Dollar\",\n",
    "            bw=0.25,\n",
    "            linewidth=2,\n",
    "            color='darkcyan')\n",
    "sns.kdeplot(np.random.normal(size=len(tick_standard)),\n",
    "            ax=ax,\n",
    "            label=\"Normal\",\n",
    "            color='black',\n",
    "            linestyle=\"--\")\n",
    "ax.set_xticks(range(-5, 6))\n",
    "ax.set_xlim(-5, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.2** On a series of E-mini S&P 500 futures tick data, compute dollar bars\n",
    "and dollar imbalance bars. What bar type exhibits greater serial correlation?\n",
    "Why?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# implement dollar imbalance bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.3** On dollar bar series of E-mini S&P 500 futures and Eurostoxx 50 futures:\n",
    "- **(a)** Apply Section 2.4.2 to compute the {$\\hat{\\omega}_t$} vector used by the ETF trick. (Hint: You will need FX values for EUR/USD at the roll dates.)\n",
    "- **(b)** Derive the time series of the S&P 500/Eurostoxx 50 spread.\n",
    "- **(c)** Confirm that the series is stationary, with an ADF test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Don't have the eurostoxx 50 data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.4** Form E-mini S&P 500 futures dollar bars:\n",
    "- **(a)** Compute Bollinger bands of width 5% around a rolling moving average. Count how many times prices cross the bands out (from within the bands to outside the bands).\n",
    "- **(b)** Now sample those bars using a CUSUM filter, where {$y_t$} are returns and h = 0.05. How many samples do you get?\n",
    "- **(c)** Compute the rolling standard deviation of the two-sampled series. Which one is least heteroscedastic? What is the reason for these results?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(a)** Compute Bollinger bands of width 5% around a rolling moving average. Count how many times prices cross the bands out (from within the bands to outside the bands)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 100_000\n",
    "dollar_df = dollar_bar(df, m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Traditional Bollinger Bands consist of a N-period moving average (MA), an upper band at K times an N-period standard deviation  above the moving average (MA + Kσ) and a lower band at K times an N-period standard deviation below the moving average (MA − Kσ). , a typical values for N and K are 20 and 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 20\n",
    "K = 2\n",
    "ma = dollar_df.price.rolling(N).mean()\n",
    "sigma = dollar_df.price.rolling(N).std()\n",
    "upper_band = ma + K*sigma\n",
    "lower_band = ma - K*sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12b2a3390>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "dollar_df.iloc[-100:].price.plot(ax=ax, marker='*')\n",
    "ma.iloc[-100:].plot(ax=ax)\n",
    "upper_band.iloc[-100:].plot(ax=ax, color='k')\n",
    "lower_band.iloc[-100:].plot(ax=ax, color='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The exercise says compute Bollinger bands of width 5% around a rolling moving average. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 20\n",
    "ma = dollar_df.price.rolling(N).mean()\n",
    "price_pct = 0.001\n",
    "upper_band = ma + ma*price_pct\n",
    "lower_band = ma - ma*price_pct\n",
    "bb_dataframe = pd.concat([dollar_df.price, ma, upper_band, lower_band], axis=1).dropna()\n",
    "bb_dataframe.columns=['price','ma','upper_band','lower_band']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bc152e8>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "bb_dataframe.plot(ax=ax, color=['b','r', 'k', 'k'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c5869b0>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s_date='2018-03-26 10'\n",
    "e_date='2018-03-26 16'\n",
    "\n",
    "fig, ax = plt.subplots(1)\n",
    "bb_dataframe.loc[s_date:e_date].plot(ax=ax, color=['b','r', 'k', 'k'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Count how many times prices cross the bands out (from within the bands to outside the bands)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(66036, 6)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dollar_df[dollar_df.price > upper_band].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(63996, 6)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dollar_df[dollar_df.price < lower_band].shape  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_up_cross(df):\n",
    "    crit1 = df.price.shift(1) < df.upper_band.shift(1)  \n",
    "    crit2 = df.price > df.upper_band\n",
    "    return df.price[(crit1) & (crit2)]\n",
    "\n",
    "def get_down_cross(df): \n",
    "    crit1 = df.price.shift(1) > df.lower_band.shift(1) \n",
    "    crit2 = df.price < df.lower_band\n",
    "    return df.price[(crit1) & (crit2)]\n",
    "\n",
    "bb_down = get_down_cross(bb_dataframe)\n",
    "bb_up = get_up_cross(bb_dataframe) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11192,)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bb_down.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(11461,)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bb_up.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152596fd0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "bb_dataframe.plot(ax=ax, color=['b','r', 'k', 'k'])\n",
    "bb_up.plot(ax=ax, marker='^', ms=10, ls='')\n",
    "bb_down.plot(ax=ax, marker='v', ms=10, ls='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13f85e978>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s_date='2018-03-26 10'\n",
    "e_date='2018-03-26 16'\n",
    "\n",
    "fig, ax = plt.subplots(1)\n",
    "df.loc[s_date:e_date].price.plot(ax=ax, color='b', marker='o', alpha=0.4, ms=2)\n",
    "\n",
    "bb_dataframe.loc[s_date:e_date].price.plot(ax=ax, marker='o', ms=2)\n",
    "bb_dataframe.loc[s_date:e_date].upper_band.plot(ax=ax, color='k')\n",
    "bb_dataframe.loc[s_date:e_date].lower_band.plot(ax=ax, color='k')\n",
    "bb_up.loc[s_date:e_date].plot(ax=ax, color='g', marker='^', ms=10, ls='')\n",
    "bb_down.loc[s_date:e_date].plot(ax=ax, color='r', marker='v', ms=10, ls='')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.5** Using the bars from exercise 4:\n",
    "- **(a)** Sample bars using the CUSUM filter, where {$y_t$} are absolute returns and h = 0.05.\n",
    "- **(b)** Compute the rolling standard deviation of the sampled bars.\n",
    "- **(c)** Compare this result with the results from exercise 4. What procedure delivered the least heteroscedastic sample? Why?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
